R Notebook

library(hdm)
library(grf)
library(xgboost)
library(caret)
library(glue)
library(tidyverse)
source("xgboost_smoother_2.R")

# Updated Data Generating Process for 10 Dimensions
y_function_smooth = function(X, b) {
  y = sin(X %*% b)  # Base function using sin
  return(y)
}

# Set seed for reproducibility
set.seed(123)

# Define the number of dimensions (10-dimensional)
p = 1
j = 1

# Generate coefficients b with decaying influence
b = rep(1, p) / ((1:p)^j)

# Generate 10-dimensional X matrix
n = 1000  # Number of observations
X = matrix(runif(n * p, -5, 5), ncol = p)  # Uniformly distributed data

# Generate Y and y_true using the function
Y = y_function_smooth(X, b) + rnorm(n, sd = 0.5)  # Adding noise
y_true = y_function_smooth(X, b)

# Convert to tibble and assign column names as X1, X2, ..., X10
library(tibble)
df <- as_tibble(X, .name_repair = "unique") %>%
  setNames(paste0("X", 1:p)) %>%  # Rename columns to X1, X2, ..., X10
  mutate(Y = as.numeric(Y), y_true = as.numeric(y_true))

New names:

# Preview the data
print(head(df))

NA

# Set seed for reproducibility
set.seed(123)

# Create training and testing indices (70% training, 30% testing)
train_index <- createDataPartition(df$Y, p = 0.7, list = FALSE)

# Split the data into training and testing sets
data_train <- df[train_index, ]
data_test <- df[-train_index, ]

# Separate the response variable (Y) and features (X) for training and testing sets
Y_train <- data_train$Y
X_train <- data_train %>% select(starts_with("X"))  # Select all X1, X2, ..., X10 columns

Y_test <- data_test$Y
X_test <- data_test %>% select(starts_with("X"))  # Select all X1, X2, ..., X10 columns

# Print a summary of the splits
print(paste("Number of training samples:", nrow(X_train)))

[1] "Number of training samples: 700"

print(paste("Number of testing samples:", nrow(X_test)))

[1] "Number of testing samples: 300"

?predict.xgb.Booster

# eta [default=0.3, range: [0, 1]]
# gamma [default=0, alias: min_split_loss, range: [0, ∞]]
# max_depth [default=6, range: [0, ∞]]
# min_child_weight [default=1, range: [0, ∞]]
# max_delta_step [default=0, range: [0, ∞]]
# subsample [default=1, range: (0, 1]]
# sampling_method [default=uniform, choices: uniform, gradient_based]
# colsample_bytree [default=1, range: (0, 1]]
# colsample_bylevel [default=1, range: (0, 1]]
# colsample_bynode [default=1, range: (0, 1]]
# lambda [default=1, alias: reg_lambda, range: [0, ∞]]
# alpha [default=0, alias: reg_alpha, range: [0, ∞]]
# tree_method [default=auto, choices: auto, exact, approx, hist]
# scale_pos_weight [default=1]
# updater [advanced: specifies sequence of tree updaters]
# refresh_leaf [default=1, choices: 0, 1]
# process_type [default=default, choices: default, update]
# grow_policy [default=depthwise, choices: depthwise, lossguide]
# max_leaves [default=0]
# max_bin [default=256]
# num_parallel_tree [default=1]
# monotone_constraints [constraint of variable monotonicity]
# interaction_constraints [nest list of permitted feature interactions]

# Convert to DMatrix object
dtrain = xgb.DMatrix(data = as.matrix(X_train), label = Y_train)
dtest = xgb.DMatrix(data = as.matrix(X_test), label = Y_test)

glue("train dimensions: {dim(dtrain)[1]} x {dim(dtrain)[2]}")

train dimensions: 500 x 1

glue("test dimensions: {dim(dtest)[1]} x {dim(dtest)[2]}")

test dimensions: 500 x 1

# Define model parameters
params = list(
  booster = "gbtree",
  objective = "reg:squarederror",
  eta = 1, # Equivalent to learning_rate
  max_depth = 6, # Need to specify a value as XGBoost requires a numerical value
  min_child_weight = 1, # Not a direct equivalent but serves to control over-fitting
  subsample = 1,
  colsample_bytree = 1, # Equivalent to 'sqrt' in max_features
  # Note: XGBoost does not have a direct equivalent for 'max_leaf_nodes' and 'init'
  lambda = 0,
  alpha = 0,
  base_score = 0.0,
  colsample_bynode = 1,
  colsample_bylevel = 1
)

# eta: Default: 0.3
# gamma: Default: 0
# max_depth: Default: 6
# min_child_weight: Default: 1
# subsample: Default: 1
# colsample_bytree: Default: 1
# lambda: Default: 1
# alpha: Default: 0
# num_parallel_tree: Default: 1
# Number of boosting rounds (equivalent to n_estimators)
nrounds = 10

# Train the model
model = xgb.train(params = params, data = dtrain, nrounds = nrounds)

output_dir = "H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment"
smoothers = get_xgboost_weights(model,dtrain,dtest,save_output = TRUE,output_dir = output_dir)

Processing tree: 1/10
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smoother_train = smoothers$S_train
smoother_test = smoothers$S_test


xgb_pred_train = predict(model, dtrain, outputmargin = TRUE)
xgb_pred_test = predict(model, dtest, outputmargin = TRUE)

#smoother_pred_train = smoother_train%*% getinfo(dtrain, "label")
#smoother_pred_test = smoother_test%*% getinfo(dtrain, "label")

smoother_pred_train = smoother_train%*% Y_train
smoother_pred_test = smoother_test%*% Y_train

xgb_pred_train = predict(model, dtrain, iterationrange = c(1,4) ,outputmargin = TRUE)
xgb_pred_test = predict(model, dtest, iterationrange = c(1,4) ,outputmargin = TRUE)
smoother_train = readRDS("H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment/S_curr_iteration_train_3.rds")
smoother_test = readRDS("H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment/S_curr_iteration_test_3.rds")

smoother_pred_train = smoother_train%*% Y_train
smoother_pred_test = smoother_test%*% Y_train

comparison_train = all.equal(as.numeric(smoother_pred_train), xgb_pred_train)
comparison_test = all.equal(as.numeric(smoother_pred_test), xgb_pred_test)

comparison_test

[1] "Mean relative difference: 2.516011e-08"

dim(smoother_pred_train)

[1] 500   1

length(xgb_pred_train)

[1] 500

getinfo(dtrain, "label")

[1] -1.4221760 -1.1758587  1.5979698  0.4572762 -0.5047382  0.5473105

Y_train

[1] -1.4221760 -1.1758588  1.5979698  0.4572762 -0.5047381  0.5473105

as.numeric(smoother_pred_train)

[1] -1.2088496 -0.9994799  1.3582743  0.3886848 -0.4290274  0.4652140

float(matrix(Y_train, ncol = 1))

Error in integer(length) : invalid 'length' argument

float(matrix(Y_train, ncol = 1))

smoother_train

     [,1] [,2] [,3] [,4] [,5] [,6]
[1,] 0.85 0.00 0.00 0.00 0.00 0.00
[2,] 0.00 0.85 0.00 0.00 0.00 0.00
[3,] 0.00 0.00 0.85 0.00 0.00 0.00
[4,] 0.00 0.00 0.00 0.85 0.00 0.00
[5,] 0.00 0.00 0.00 0.00 0.85 0.00
[6,] 0.00 0.00 0.00 0.00 0.00 0.85

xgb_pred_train

[1] -1.2088497 -0.9994799  1.3582743  0.3886848 -0.4290274  0.4652140

smoother_pred_train

           [,1]
[1,] -1.2088496
[2,] -0.9994799
[3,]  1.3582743
[4,]  0.3886848
[5,] -0.4290274
[6,]  0.4652140

m <- readRDS("H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment/S_curr_iteration_train_1.rds")
m

     [,1] [,2] [,3] [,4] [,5] [,6]
[1,] 0.85 0.00 0.00 0.00 0.00 0.00
[2,] 0.00 0.85 0.00 0.00 0.00 0.00
[3,] 0.00 0.00 0.85 0.00 0.00 0.00
[4,] 0.00 0.00 0.00 0.85 0.00 0.00
[5,] 0.00 0.00 0.00 0.00 0.85 0.00
[6,] 0.00 0.00 0.00 0.00 0.00 0.85

m <- readRDS("H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment/S_curr_iteration_train_1.rds")
m

current_tree_indices_train

     [,1]
[1,]    3
[2,]   10
[3,]    1
[4,]    7
[5,]    9
[6,]    8

current_tree_indices_train

1/6

[1] 0.1666667

xgb.model.dt.tree(model = model)

# Define default parameters
default_params = list(
  booster = "gbtree",
  objective = "reg:squarederror",
  eta = 0.3,
  gamma = 0,
  max_depth = 6,
  min_child_weight = 1,
  max_delta_step = 0,
  subsample = 1,
  sampling_method = 'uniform',
  colsample_bytree = 1,
  colsample_bylevel = 1,
  colsample_bynode = 1,
  lambda = 1,
  alpha = 0,
  tree_method = 'auto',
  scale_pos_weight = 1,
  refresh_leaf = 1,
  process_type = 'default',
  grow_policy = 'depthwise',
  max_leaves = 0,
  max_bin = 256,
  base_score = 0.0
)

# Define parameter ranges
parameters_list = list(
  eta = seq(0.01, 1, length.out = 10),
  gamma = seq(0, 10, length.out = 10),
  max_depth = 1:10,
  min_child_weight = seq(0, 10, length.out = 10),
  #max_delta_step = seq(0, 10, length.out = 10),
  subsample = seq(0.1, 1, length.out = 10),
  sampling_method = c('uniform', 'gradient_based'),
  colsample_bytree = seq(0.1, 1, length.out = 10),
  colsample_bylevel = seq(0.1, 1, length.out = 10),
  colsample_bynode = seq(0.1, 1, length.out = 10),
  lambda = seq(0, 10, length.out = 10),
  #alpha = seq(0, 10, length.out = 10),
  tree_method = c('auto', 'exact', 'approx', 'hist'),
  refresh_leaf = c(0, 1),
  process_type = c('default', 'update'),
  grow_policy = c('depthwise', 'lossguide'),
  max_leaves = 0:10,
  max_bin = as.integer(seq(10, 256, length.out = 10))
)

# Define parameter types
param_types = list(
  eta = 'numeric',
  gamma = 'numeric',
  max_depth = 'integer',
  min_child_weight = 'numeric',
  #max_delta_step = 'numeric',
  subsample = 'numeric',
  sampling_method = 'character',
  colsample_bytree = 'numeric',
  colsample_bylevel = 'numeric',
  colsample_bynode = 'numeric',
  lambda = 'numeric',
  #alpha = 'numeric',
  tree_method = 'character',
  refresh_leaf = 'integer',
  process_type = 'character',
  grow_policy = 'character',
  max_leaves = 'integer',
  max_bin = 'integer'
)

# Convert to DMatrix object
dtrain = xgb.DMatrix(data = as.matrix(X_train), label = Y_train)
dtest = xgb.DMatrix(data = as.matrix(X_test), label = Y_test)

output_dir = "H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment"

# Initialize results data frame
results = data.frame()

# Number of boosting rounds
nrounds = 1000

# Loop over each parameter
for (param_name in names(parameters_list)) {
  param_values = parameters_list[[param_name]]
  param_type = param_types[[param_name]]
  
  for (value in param_values) {
    # Create a copy of default parameters
    params = default_params
    
    # Cast value to appropriate type
    if (param_type == 'numeric') {
      value_casted = as.numeric(value)
    } else if (param_type == 'integer') {
      value_casted = as.integer(value)
    } else if (param_type == 'character') {
      value_casted = as.character(value)
    }
    
    # Update the parameter
    params[[param_name]] = value_casted
    
    # Print progress
    print(paste("Testing", param_name, "=", value_casted))
    
    # Try to train the model and catch any errors
    tryCatch({
      # Train the model
      model = xgb.train(params = params, data = dtrain, nrounds = nrounds)
      
      # Get the smoothers
      smoothers = get_xgboost_weights(model, dtrain, dtest,save_output = TRUE, output_dir = output_dir)
      smoother_train = smoothers$S_train
      smoother_test = smoothers$S_test
      
      # Make predictions
      xgb_pred_train = predict(model, dtrain)
      xgb_pred_test = predict(model, dtest)
      smoother_pred_train = as.numeric(smoother_train %*% Y_train)
      smoother_pred_test = as.numeric(smoother_test %*% Y_train)
      
      # Compare predictions
      comparison_train = all.equal(smoother_pred_train, xgb_pred_train)
      comparison_test = all.equal(smoother_pred_test, xgb_pred_test)
      
      # Store results
      result_row = data.frame(
        param = param_name,
        value = as.character(value_casted),
        comparison_train = as.character(comparison_train),
        comparison_test = as.character(comparison_test),
        stringsAsFactors = FALSE
      )
      
      results = rbind(results, result_row)
    }, error = function(e) {
      # Store error message if model training fails
      result_row = data.frame(
        param = param_name,
        value = as.character(value_casted),
        comparison_train = paste("Error:", e$message),
        comparison_test = paste("Error:", e$message),
        stringsAsFactors = FALSE
      )
      
      results = rbind(results, result_row)
    })
  }
}

# View the results

Experiment to compare error

# Define default parameters
default_params = list(
  booster = "gbtree",
  objective = "reg:squarederror",
  eta = 0.3,
  gamma = 0,
  max_depth = 6,
  min_child_weight = 1,
  max_delta_step = 0,
  subsample = 1,
  sampling_method = 'uniform',
  colsample_bytree = 1,
  colsample_bylevel = 1,
  colsample_bynode = 1,
  lambda = 1,
  alpha = 0,
  tree_method = 'auto',
  scale_pos_weight = 1,
  refresh_leaf = 1,
  process_type = 'default',
  grow_policy = 'depthwise',
  max_leaves = 0,
  max_bin = 256,
  base_score = 0.0
)

# Define parameter ranges
parameters_list = list(
  eta = seq(0.01, 1, length.out = 10),
  gamma = seq(0, 10, length.out = 10),
  max_depth = 1:10,
  min_child_weight = seq(0, 10, length.out = 10),
  #max_delta_step = seq(0, 10, length.out = 10),
  subsample = seq(0.1, 1, length.out = 10),
  sampling_method = c('uniform', 'gradient_based'),
  colsample_bytree = seq(0.1, 1, length.out = 10),
  colsample_bylevel = seq(0.1, 1, length.out = 10),
  colsample_bynode = seq(0.1, 1, length.out = 10),
  lambda = seq(0, 10, length.out = 10),
  #alpha = seq(0, 10, length.out = 10),
  tree_method = c('auto', 'exact', 'approx', 'hist'),
  refresh_leaf = c(0, 1),
  process_type = c('default', 'update'),
  grow_policy = c('depthwise', 'lossguide'),
  max_leaves = 0:10,
  max_bin = as.integer(seq(10, 256, length.out = 10))
)

# Define parameter types
param_types = list(
  eta = 'numeric',
  gamma = 'numeric',
  max_depth = 'integer',
  min_child_weight = 'numeric',
  #max_delta_step = 'numeric',
  subsample = 'numeric',
  sampling_method = 'character',
  colsample_bytree = 'numeric',
  colsample_bylevel = 'numeric',
  colsample_bynode = 'numeric',
  lambda = 'numeric',
  #alpha = 'numeric',
  tree_method = 'character',
  refresh_leaf = 'integer',
  process_type = 'character',
  grow_policy = 'character',
  max_leaves = 'integer',
  max_bin = 'integer'
)

# Convert to DMatrix object
dtrain = xgb.DMatrix(data = as.matrix(X_train), label = Y_train)
dtest = xgb.DMatrix(data = as.matrix(X_test), label = Y_test)

output_dir = "H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment"

# Initialize results data frame
results = data.frame()

# Number of boosting rounds
nrounds = 1000

# Loop over each parameter
for (param_name in names(parameters_list)) {
  param_values = parameters_list[[param_name]]
  param_type = param_types[[param_name]]
  
  for (value in param_values) {
    # Create a copy of default parameters
    params = default_params
    
    # Cast value to appropriate type
    if (param_type == 'numeric') {
      value_casted = as.numeric(value)
    } else if (param_type == 'integer') {
      value_casted = as.integer(value)
    } else if (param_type == 'character') {
      value_casted = as.character(value)
    }
    
    # Update the parameter
    params[[param_name]] = value_casted
    
    # Print progress
    print(paste("Testing", param_name, "=", value_casted))
    
    # Try to train the model and catch any errors
    tryCatch({
      # Train the model
      model = xgb.train(params = params, data = dtrain, nrounds = nrounds)
      
      # Get the smoothers
      smoothers = get_xgboost_weights(model, dtrain, dtest,save_output = TRUE, output_dir = output_dir)
      
      for i in range(1,nrounds+1):
        
        smoother_train = readRDS(f"H:/MyDrive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment/S_curr_iteration_train_{i}.rds")
        smoother_test = readRDS(f"H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment/S_curr_iteration_test_{i}.rds")
        
        
      
        # Make predictions
        xgb_pred_train = predict(model, dtrain, iterationrange = (1,i+1))
        xgb_pred_test = predict(model, dtest, iterationrange = (1,i+1))
        smoother_pred_train = as.numeric(smoother_train %*% Y_train)
        smoother_pred_test = as.numeric(smoother_test %*% Y_train)
        
        # save the 
      
        # Compare predictions
        comparison_train = all.equal(as.numeric(smoother_pred_train), xgb_pred_train)
        comparison_test = all.equal(as.numeric(smoother_pred_test), xgb_pred_test)
      
      # Store results
        
        results.loc[i,[names of params]] = current list of params 
        
        results.loc[i,"comparison_train"] = comparison_train
        results.loc[i,"comparison_test"] = comparison_test
      
      
      
      
      
    })
  }
}

# Define default parameters
default_params = list(
  booster = "gbtree",
  objective = "reg:squarederror",
  eta = 0.3,
  gamma = 0,
  max_depth = 6,
  min_child_weight = 1,
  max_delta_step = 0,
  subsample = 1,
  sampling_method = 'uniform',
  colsample_bytree = 1,
  colsample_bylevel = 1,
  colsample_bynode = 1,
  lambda = 1,
  alpha = 0,
  tree_method = 'auto',
  scale_pos_weight = 1,
  refresh_leaf = 1,
  process_type = 'default',
  grow_policy = 'depthwise',
  max_leaves = 0,
  max_bin = 256,
  base_score = 0.0
)

# Define parameter ranges
parameters_list = list(
  eta = seq(0.01, 1, length.out = 10),
  gamma = seq(0, 10, length.out = 10),
  max_depth = 1:10,
  min_child_weight = seq(0, 10, length.out = 10),
  #max_delta_step = seq(0, 10, length.out = 10),
  subsample = seq(0.1, 1, length.out = 10),
  sampling_method = c('uniform', 'gradient_based'),
  colsample_bytree = seq(0.1, 1, length.out = 10),
  colsample_bylevel = seq(0.1, 1, length.out = 10),
  colsample_bynode = seq(0.1, 1, length.out = 10),
  lambda = seq(0, 10, length.out = 10),
  #alpha = seq(0, 10, length.out = 10),
  tree_method = c('auto', 'exact', 'approx', 'hist'),
  refresh_leaf = c(0, 1),
  process_type = c('default', 'update'),
  grow_policy = c('depthwise', 'lossguide'),
  max_leaves = 0:10,
  max_bin = as.integer(seq(10, 256, length.out = 10))
)

# Define parameter types
param_types = list(
  eta = 'numeric',
  gamma = 'numeric',
  max_depth = 'integer',
  min_child_weight = 'numeric',
  #max_delta_step = 'numeric',
  subsample = 'numeric',
  sampling_method = 'character',
  colsample_bytree = 'numeric',
  colsample_bylevel = 'numeric',
  colsample_bynode = 'numeric',
  lambda = 'numeric',
  #alpha = 'numeric',
  tree_method = 'character',
  refresh_leaf = 'integer',
  process_type = 'character',
  grow_policy = 'character',
  max_leaves = 'integer',
  max_bin = 'integer'
)

# Convert to DMatrix object
dtrain = xgb.DMatrix(data = as.matrix(X_train), label = Y_train)
dtest = xgb.DMatrix(data = as.matrix(X_test), label = Y_test)

output_dir = "H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment"


# Number of boosting rounds
nrounds = 3

# Define a function to parse 'all.equal' output into numeric
#  - If all.equal == TRUE, return 0
#  - If a "Mean relative difference" is provided, parse out the numeric
#  - Otherwise, return NA
convert_all_equal_to_numeric <- function(x) {
  if (isTRUE(x)) {
    return(0)
  } else if (is.character(x) && grepl("Mean relative difference:", x)) {
    # Extract numeric part
    val_str <- sub(".*Mean relative difference:\\s*", "", x)
    return(as.numeric(val_str))
  } else {
    # Some other mismatch message
    return(NA_real_)
  }
}

# Vector of all possible parameter names (keys in default_params)
all_param_cols <- names(default_params)

# Build the comparison columns for train/test
comparison_cols <- as.vector(rbind(
  paste0("comparison_train_round", 1:nrounds),
  paste0("comparison_test_round", 1:nrounds)
))

# Combine them into a single vector of column names:
results_cols <- c(all_param_cols, comparison_cols)

# Create an empty data frame with these columns
results <- data.frame(
  matrix(ncol = length(results_cols), nrow = 0),
  stringsAsFactors = FALSE
)
colnames(results) <- results_cols




# Loop over each parameter name
for (param_name in names(parameters_list)) {
  param_values = parameters_list[[param_name]]
  param_type   = param_types[[param_name]]
  
  for (value in param_values) {
    # Start with default parameters
    params = default_params
    
    # Cast value to the correct type
    if (param_type == 'numeric') {
      value_casted = as.numeric(value)
    } else if (param_type == 'integer') {
      value_casted = as.integer(value)
    } else if (param_type == 'character') {
      value_casted = as.character(value)
    }
    
    # Update the chosen parameter
    params[[param_name]] = value_casted
    
    # Print progress
    message("Testing ", param_name, " = ", value_casted)
    
    # Safely train the model
    tryCatch({
      # 1) Train the model
      model <- xgb.train(
        params  = params,
        data    = dtrain,
        nrounds = nrounds,
        verbose = 0  # turn off printing
      )
      
      # 2) Get the XGBoost smoothers once
      _ <- get_xgboost_weights(
        model,
        dtrain,
        dtest,
        save_output = TRUE,
        output_dir  = output_dir
      )
      
      # 3) Initialize vectors to store all comparison results for nrounds
      train_comps <- numeric(nrounds)
      test_comps  <- numeric(nrounds)
      
      # 4) For each boosting round, read the S_curr_iteration, predict, compare
      for (i in seq_len(nrounds)) {
        
        # Read the relevant smoother matrices
        smoother_train <- readRDS(
          paste0("H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment/S_curr_iteration_train_", i, ".rds")
        )
        smoother_test  <- readRDS(
          paste0("H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment/S_curr_iteration_test_", i, ".rds")
        )
        
        # Generate XGBoost predictions from round 1..i+1
        xgb_pred_train <- predict(model, dtrain, iterationrange = c(1, i + 1))
        xgb_pred_test  <- predict(model, dtest,  iterationrange = c(1, i + 1))
        
        # Generate predictions from the smoother
        smoother_pred_train <- as.numeric(smoother_train %*% Y_train)
        smoother_pred_test  <- as.numeric(smoother_test  %*% Y_train)
        
        # Convert the "all.equal" result to numeric
        comp_train <- all.equal(smoother_pred_train, xgb_pred_train)
        comp_test  <- all.equal(smoother_pred_test,  xgb_pred_test)
        
        train_comps[i] <- convert_all_equal_to_numeric(comp_train)
        test_comps[i]  <- convert_all_equal_to_numeric(comp_test)
      }
      
      # 5) Build exactly one row for this parameter setting
      #    - Param columns: store the *final* values used for all parameters
      #    - Comparison columns: store train/test comparisons for each of the 1000 rounds
      param_values_all <- sapply(all_param_cols, function(x) as.character(params[[x]]))
      
      # Interleave train/test comparisons
      # e.g. c(train1, test1, train2, test2, ...)
      comparisons_wide <- as.vector(rbind(train_comps, test_comps))
      
      # Combine into one vector
      # length = length(all_param_cols) + 2*nrounds
      result_vector <- c(param_values_all, comparisons_wide)
      
      # Create a 1-row data frame with correct columns
      new_row <- data.frame(
        matrix(result_vector, nrow = 1),
        stringsAsFactors = FALSE
      )
      colnames(new_row) <- results_cols
      
      # 6) Append this row to 'results'
      results <- rbind(results, new_row)
      
    }, error = function(e) {
      message("Error for parameter: ", param_name, " value: ", value_casted)
      message("Error message: ", e$message)
    })
  }
}

Error in for (param_name in names(parameters_list)) { : 
  invalid use of pipe placeholder (<input>:102:0)

# Define default parameters
default_params = list(
  booster = "gbtree",
  objective = "reg:squarederror",
  eta = 0.3,
  gamma = 0,
  max_depth = 6,
  min_child_weight = 1,
  max_delta_step = 0,
  subsample = 1,
  sampling_method = 'uniform',
  colsample_bytree = 1,
  colsample_bylevel = 1,
  colsample_bynode = 1,
  lambda = 1,
  alpha = 0,
  tree_method = 'auto',
  scale_pos_weight = 1,
  refresh_leaf = 1,
  process_type = 'default',
  grow_policy = 'depthwise',
  max_leaves = 0,
  max_bin = 256,
  base_score = 0.0
)

# Define parameter ranges
parameters_list = list(
  eta = seq(0.01, 1, length.out = 10),
  gamma = seq(0, 10, length.out = 10),
  max_depth = 1:10,
  min_child_weight = seq(0, 10, length.out = 10),
  #max_delta_step = seq(0, 10, length.out = 10),
  #subsample = seq(0.1, 1, length.out = 10),
  sampling_method = c('uniform', 'gradient_based'),
  colsample_bytree = seq(0.1, 1, length.out = 10),
  colsample_bylevel = seq(0.1, 1, length.out = 10),
  colsample_bynode = seq(0.1, 1, length.out = 10),
  lambda = seq(0, 10, length.out = 10),
  #alpha = seq(0, 10, length.out = 10),
  tree_method = c('auto', 'exact', 'approx', 'hist'),
  refresh_leaf = c(0, 1),
  #process_type = c('default', 'update'),
  grow_policy = c('depthwise', 'lossguide'),
  max_leaves = 0:10,
  max_bin = as.integer(seq(10, 256, length.out = 10))
)

# Define parameter types
param_types = list(
  eta = 'numeric',
  gamma = 'numeric',
  max_depth = 'integer',
  min_child_weight = 'numeric',
  #max_delta_step = 'numeric',
  #subsample = 'numeric',
  sampling_method = 'character',
  colsample_bytree = 'numeric',
  colsample_bylevel = 'numeric',
  colsample_bynode = 'numeric',
  lambda = 'numeric',
  #alpha = 'numeric',
  tree_method = 'character',
  refresh_leaf = 'integer',
  #process_type = 'character',
  grow_policy = 'character',
  max_leaves = 'integer',
  max_bin = 'integer'
)

# Convert to DMatrix object
dtrain = xgb.DMatrix(data = as.matrix(X_train), label = Y_train)
dtest = xgb.DMatrix(data = as.matrix(X_test), label = Y_test)

output_dir = "H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment"


# Number of boosting rounds
nrounds = 100

# Define a function to parse 'all.equal' output into numeric
#  - If all.equal == TRUE, return 0
#  - If a "Mean relative difference" is provided, parse out the numeric
#  - Otherwise, return NA
convert_all_equal_to_numeric <- function(x) {
  if (isTRUE(x)) {
    return(0)
  } else if (is.character(x) && grepl("Mean relative difference:", x)) {
    # Extract numeric part
    val_str <- sub(".*Mean relative difference:\\s*", "", x)
    return(as.numeric(val_str))
  } else {
    # Some other mismatch message
    return(NA_real_)
  }
}

# Vector of all possible parameter names (keys in default_params)
all_param_cols <- names(default_params)

# Build the comparison columns for train/test
comparison_cols <- as.vector(rbind(
  paste0("comparison_train_round", 1:nrounds),
  paste0("comparison_test_round", 1:nrounds)
))

# Combine them into a single vector of column names:
results_cols <- c(all_param_cols, comparison_cols)

# Create an empty data frame with these columns
results <- data.frame(
  matrix(ncol = length(results_cols), nrow = 0),
  stringsAsFactors = FALSE
)
colnames(results) <- results_cols




# Loop over each parameter name
for (param_name in names(parameters_list)) {
  param_values = parameters_list[[param_name]]
  param_type   = param_types[[param_name]]
  
  for (value in param_values) {
    # Start with default parameters
    params = default_params
    
    # Cast value to the correct type
    if (param_type == 'numeric') {
      value_casted = as.numeric(value)
    } else if (param_type == 'integer') {
      value_casted = as.integer(value)
    } else if (param_type == 'character') {
      value_casted = as.character(value)
    }
    
    # Update the chosen parameter
    params[[param_name]] = value_casted
    
    # Print progress
    message("Testing ", param_name, " = ", value_casted)
    
    # Safely train the model
    tryCatch({
      # 1) Train the model
      model <- xgb.train(
        params  = params,
        data    = dtrain,
        nrounds = nrounds,
        verbose = 0  # turn off printing
      )
      
      # 2) Get the XGBoost smoothers once
      smoothers <- get_xgboost_weights(
        model,
        dtrain,
        dtest,
        save_output = TRUE,
        output_dir  = output_dir
      )
      
      # 3) Initialize vectors to store all comparison results for nrounds
      train_comps <- numeric(nrounds)
      test_comps  <- numeric(nrounds)
      
      # 4) For each boosting round, read the S_curr_iteration, predict, compare
      for (i in seq_len(nrounds)) {
        
        # Read the relevant smoother matrices
        smoother_train <- readRDS(
          paste0("H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment/S_curr_iteration_train_", i, ".rds")
        )
        smoother_test  <- readRDS(
          paste0("H:/My Drive/Job/CausalInference/XGBoost_Smoother/xgboost_experiment/S_curr_iteration_test_", i, ".rds")
        )
        
        # Generate XGBoost predictions from round 1..i+1
        xgb_pred_train <- predict(model, dtrain, iterationrange = c(1, i + 1))
        xgb_pred_test  <- predict(model, dtest,  iterationrange = c(1, i + 1))
        
        # Generate predictions from the smoother
        smoother_pred_train <- as.numeric(smoother_train %*% Y_train)
        smoother_pred_test  <- as.numeric(smoother_test  %*% Y_train)
        
        # Convert the "all.equal" result to numeric
        comp_train <- all.equal(smoother_pred_train, xgb_pred_train)
        comp_test  <- all.equal(smoother_pred_test,  xgb_pred_test)
        
        train_comps[i] <- convert_all_equal_to_numeric(comp_train)
        test_comps[i]  <- convert_all_equal_to_numeric(comp_test)
      }
      
      # 5) Build exactly one row for this parameter setting
      #    - Param columns: store the *final* values used for all parameters
      #    - Comparison columns: store train/test comparisons for each of the 1000 rounds
      param_values_all <- sapply(all_param_cols, function(x) as.character(params[[x]]))
      
      # Interleave train/test comparisons
      # e.g. c(train1, test1, train2, test2, ...)
      comparisons_wide <- as.vector(rbind(train_comps, test_comps))
      
      # Combine into one vector
      # length = length(all_param_cols) + 2*nrounds
      result_vector <- c(param_values_all, comparisons_wide)
      
      # Create a 1-row data frame with correct columns
      new_row <- data.frame(
        matrix(result_vector, nrow = 1),
        stringsAsFactors = FALSE
      )
      colnames(new_row) <- results_cols
      
      # 6) Append this row to 'results'
      results <- rbind(results, new_row)
      
    }, error = function(e) {
      message("Error for parameter: ", param_name, " value: ", value_casted)
      message("Error message: ", e$message)
    })
  }
}

Testing eta = 0.01

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Testing eta = 0.34

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Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing eta = 0.45

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
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Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing eta = 0.56

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing eta = 0.67

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing eta = 0.78

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing eta = 0.89

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing eta = 1

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
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Testing gamma = 7.77777777777778

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Testing gamma = 8.88888888888889

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Testing gamma = 10

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Testing max_depth = 1

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Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_depth = 2

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_depth = 3

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_depth = 4

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_depth = 5

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_depth = 6

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_depth = 7

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_depth = 8

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_depth = 9

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_depth = 10

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing min_child_weight = 0

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing min_child_weight = 1.11111111111111

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing min_child_weight = 2.22222222222222

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
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Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing min_child_weight = 3.33333333333333

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
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Processing tree: 96
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Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing min_child_weight = 4.44444444444444

Processing tree: 1/100
Processing tree: 1
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Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing min_child_weight = 5.55555555555556

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
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Processing tree: 96
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Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing min_child_weight = 6.66666666666667

Processing tree: 1/100
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Processing tree: 97
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Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing min_child_weight = 7.77777777777778

Processing tree: 1/100
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Processing tree: 98
Processing tree: 99/100
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Processing tree: 100/100
Processing tree: 100

Testing min_child_weight = 8.88888888888889

Processing tree: 1/100
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Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing min_child_weight = 10

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing sampling_method = uniform

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing sampling_method = gradient_based

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bytree = 0.1

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bytree = 0.2

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bytree = 0.3

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bytree = 0.4

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bytree = 0.5

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bytree = 0.6

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bytree = 0.7

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bytree = 0.8

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bytree = 0.9

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bytree = 1

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bylevel = 0.1

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bylevel = 0.2

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bylevel = 0.3

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bylevel = 0.4

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bylevel = 0.5

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bylevel = 0.6

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bylevel = 0.7

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bylevel = 0.8

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bylevel = 0.9

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bylevel = 1

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bynode = 0.1

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bynode = 0.2

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bynode = 0.3

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bynode = 0.4

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bynode = 0.5

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bynode = 0.6

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bynode = 0.7

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bynode = 0.8

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bynode = 0.9

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing colsample_bynode = 1

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing lambda = 0

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
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Testing lambda = 1.11111111111111

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Testing lambda = 2.22222222222222

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Testing lambda = 3.33333333333333

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Testing lambda = 4.44444444444444

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Testing lambda = 5.55555555555556

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Testing lambda = 6.66666666666667

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Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing lambda = 7.77777777777778

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing lambda = 8.88888888888889

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing lambda = 10

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing tree_method = auto

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing tree_method = exact

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing tree_method = approx

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing tree_method = hist

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing refresh_leaf = 0

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing refresh_leaf = 1

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing grow_policy = depthwise

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing grow_policy = lossguide

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_leaves = 0

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_leaves = 1

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_leaves = 2

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_leaves = 3

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_leaves = 4

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_leaves = 5

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_leaves = 6

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_leaves = 7

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_leaves = 8

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_leaves = 9

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_leaves = 10

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_bin = 10

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_bin = 37

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_bin = 64

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_bin = 92

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_bin = 119

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
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Processing tree: 22
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Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
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Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_bin = 146

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
Processing tree: 68
Processing tree: 69/100
Processing tree: 69
Processing tree: 70/100
Processing tree: 70
Processing tree: 71/100
Processing tree: 71
Processing tree: 72/100
Processing tree: 72
Processing tree: 73/100
Processing tree: 73
Processing tree: 74/100
Processing tree: 74
Processing tree: 75/100
Processing tree: 75
Processing tree: 76/100
Processing tree: 76
Processing tree: 77/100
Processing tree: 77
Processing tree: 78/100
Processing tree: 78
Processing tree: 79/100
Processing tree: 79
Processing tree: 80/100
Processing tree: 80
Processing tree: 81/100
Processing tree: 81
Processing tree: 82/100
Processing tree: 82
Processing tree: 83/100
Processing tree: 83
Processing tree: 84/100
Processing tree: 84
Processing tree: 85/100
Processing tree: 85
Processing tree: 86/100
Processing tree: 86
Processing tree: 87/100
Processing tree: 87
Processing tree: 88/100
Processing tree: 88
Processing tree: 89/100
Processing tree: 89
Processing tree: 90/100
Processing tree: 90
Processing tree: 91/100
Processing tree: 91
Processing tree: 92/100
Processing tree: 92
Processing tree: 93/100
Processing tree: 93
Processing tree: 94/100
Processing tree: 94
Processing tree: 95/100
Processing tree: 95
Processing tree: 96/100
Processing tree: 96
Processing tree: 97/100
Processing tree: 97
Processing tree: 98/100
Processing tree: 98
Processing tree: 99/100
Processing tree: 99
Processing tree: 100/100
Processing tree: 100

Testing max_bin = 174

Processing tree: 1/100
Processing tree: 1
Processing tree: 2/100
Processing tree: 2
Processing tree: 3/100
Processing tree: 3
Processing tree: 4/100
Processing tree: 4
Processing tree: 5/100
Processing tree: 5
Processing tree: 6/100
Processing tree: 6
Processing tree: 7/100
Processing tree: 7
Processing tree: 8/100
Processing tree: 8
Processing tree: 9/100
Processing tree: 9
Processing tree: 10/100
Processing tree: 10
Processing tree: 11/100
Processing tree: 11
Processing tree: 12/100
Processing tree: 12
Processing tree: 13/100
Processing tree: 13
Processing tree: 14/100
Processing tree: 14
Processing tree: 15/100
Processing tree: 15
Processing tree: 16/100
Processing tree: 16
Processing tree: 17/100
Processing tree: 17
Processing tree: 18/100
Processing tree: 18
Processing tree: 19/100
Processing tree: 19
Processing tree: 20/100
Processing tree: 20
Processing tree: 21/100
Processing tree: 21
Processing tree: 22/100
Processing tree: 22
Processing tree: 23/100
Processing tree: 23
Processing tree: 24/100
Processing tree: 24
Processing tree: 25/100
Processing tree: 25
Processing tree: 26/100
Processing tree: 26
Processing tree: 27/100
Processing tree: 27
Processing tree: 28/100
Processing tree: 28
Processing tree: 29/100
Processing tree: 29
Processing tree: 30/100
Processing tree: 30
Processing tree: 31/100
Processing tree: 31
Processing tree: 32/100
Processing tree: 32
Processing tree: 33/100
Processing tree: 33
Processing tree: 34/100
Processing tree: 34
Processing tree: 35/100
Processing tree: 35
Processing tree: 36/100
Processing tree: 36
Processing tree: 37/100
Processing tree: 37
Processing tree: 38/100
Processing tree: 38
Processing tree: 39/100
Processing tree: 39
Processing tree: 40/100
Processing tree: 40
Processing tree: 41/100
Processing tree: 41
Processing tree: 42/100
Processing tree: 42
Processing tree: 43/100
Processing tree: 43
Processing tree: 44/100
Processing tree: 44
Processing tree: 45/100
Processing tree: 45
Processing tree: 46/100
Processing tree: 46
Processing tree: 47/100
Processing tree: 47
Processing tree: 48/100
Processing tree: 48
Processing tree: 49/100
Processing tree: 49
Processing tree: 50/100
Processing tree: 50
Processing tree: 51/100
Processing tree: 51
Processing tree: 52/100
Processing tree: 52
Processing tree: 53/100
Processing tree: 53
Processing tree: 54/100
Processing tree: 54
Processing tree: 55/100
Processing tree: 55
Processing tree: 56/100
Processing tree: 56
Processing tree: 57/100
Processing tree: 57
Processing tree: 58/100
Processing tree: 58
Processing tree: 59/100
Processing tree: 59
Processing tree: 60/100
Processing tree: 60
Processing tree: 61/100
Processing tree: 61
Processing tree: 62/100
Processing tree: 62
Processing tree: 63/100
Processing tree: 63
Processing tree: 64/100
Processing tree: 64
Processing tree: 65/100
Processing tree: 65
Processing tree: 66/100
Processing tree: 66
Processing tree: 67/100
Processing tree: 67
Processing tree: 68/100
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# After the loops, 'results' has:
#  - 1 row per parameter setting
#  - For each row: columns for each param, plus 2*nrounds columns of numeric compar

library(dplyr)
library(ggplot2)

results = read.csv("results.csv")
# 1) Identify train & test comparison columns
train_cols <- grep("^comparison_train_round", colnames(results))
test_cols  <- grep("^comparison_test_round",  colnames(results))

nrounds_detected <- length(train_cols)
message("Detected ", nrounds_detected, " boosting rounds in the results data.")

Detected 100 boosting rounds in the results data.

# 2) Build a "long" data frame for train comparisons across all rows
#    - param_row: which row in `results` (i.e., which parameter setting)
#    - round:     1..nrounds_detected
#    - value:     numeric comparison for that row, that round
train_long <- data.frame(
  param_row = rep(seq_len(nrow(results)), each = nrounds_detected),
  round     = rep(seq_len(nrounds_detected), times = nrow(results)),
  value     = as.numeric(unlist(results[, train_cols]))
)

# 3) Build a "long" data frame for test comparisons across all rows
test_long <- data.frame(
  param_row = rep(seq_len(nrow(results)), each = nrounds_detected),
  round     = rep(seq_len(nrounds_detected), times = nrow(results)),
  value     = as.numeric(unlist(results[, test_cols]))
)

# Summaries for train
train_stats <- train_long %>%
  group_by(round) %>%
  summarise(
    mean_value = mean(value, na.rm = TRUE),
    sd_value   = sd(value, na.rm = TRUE),
    .groups    = "drop"
  ) %>%
  mutate(
    lower = mean_value - sd_value,
    upper = mean_value + sd_value
  )

# Summaries for test
test_stats <- test_long %>%
  group_by(round) %>%
  summarise(
    mean_value = mean(value, na.rm = TRUE),
    sd_value   = sd(value, na.rm = TRUE),
    .groups    = "drop"
  ) %>%
  mutate(
    lower = mean_value - sd_value,
    upper = mean_value + sd_value
  )

p_train <- ggplot(train_stats, aes(x = round, y = mean_value)) +
  # Line for the mean
  geom_line(color = "blue") +
  # Ribbon for the lower/upper bounds
  geom_ribbon(aes(ymin = lower, ymax = upper),
              fill = "blue", alpha = 0.2) +
  labs(
    title = "Average Train Comparison Over Different sets of parameters",
    x = "Boosting Round",
    y = "Mean (± SD) of Comparison"
  ) +
  theme_minimal()


p_test <- ggplot(test_stats, aes(x = round, y = mean_value)) +
  geom_line(color = "red") +
  geom_ribbon(aes(ymin = lower, ymax = upper),
              fill = "red", alpha = 0.2) +
  labs(
    title = "Average Test Comparison Over Different sets of parameters",
    x = "Boosting Round",
    y = "Mean (± SD) of Comparison"
  ) +
  theme_minimal()

print(p_train)

print(p_test)

ggsave("train_plot.png", p_train, width = 8, height = 6)
ggsave("test_plot.png", p_test, width = 8, height = 6)